What is training data?
Training data is the text a language model was shown while it was being built, and once training finishes it is compressed into the model's internal patterns rather than kept as documents it can look back up.
Training data is the material, web pages, books, code, forum posts, and more, that gets fed to a model during the process that builds it. The model doesn't store this text the way a database stores rows; it adjusts its internal settings based on the patterns in it, then the raw text is gone. That's why a model can't reliably quote its training data verbatim or tell you exactly which pages it learned something from, what's left is a compressed sense of pattern, not a filing cabinet.
This distinction matters for how sites think about AI crawlers. A crawler like GPTBot collects pages for training data, so blocking it affects what a future version of a model might absorb, months or years later. It does nothing to whether that same page can be cited in an AI answer today, because live citations usually come from a separate search step at the moment of the question, not from training (see training-vs-search-crawler). Confusing the two leads to the common but wrong assumption that blocking a training crawler makes a site invisible to AI answers.
Related
- Large language modelA large language model is a program trained on huge amounts of text to predict what word comes next, and that single skill is what lets it write, summarize, and answer questions.
- GPTBotGPTBot is OpenAI's web crawler. It reads pages to train and ground OpenAI's models, including ChatGPT.
- Training vs search crawlersA training crawler collects data models learn from. A search crawler builds the index an assistant cites when answering. Blocking one has nothing to do with the other.
- Knowledge cutoffA knowledge cutoff is the date after which a model's training stopped, so it has no built-in awareness of anything published after that point unless a separate tool fetches it live.
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